Schematic overview of the cellular and molecular mechanisms involved in the cancer progression, including the proposed cellular and molecular mechanisms in cancer cells trajectory. AT1: alveolar type 1 cells; AT2: alveolar type 2 cells; AAH: atypical adenomatous hyperplasia; AIS: adenocarcinoma in situ; MIA: minimally invasive adenocarcinoma; IA: invasive adenocarcinoma; EMT: epithelial-mesenchymal transition

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Center for Computational Systems Medicine
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Gene summary

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Malignant transformation analysis

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Malignant transformation related pathway analysis

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Cell-cell communication analysis

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Single-cell gene regulatory network inference analysis

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Somatic mutation of malignant transformation related genes

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Related drugs of malignant transformation related genes

Gene: NCF2

Gene summary for NCF2

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

NCF2

Gene ID

4688

Gene nameneutrophil cytosolic factor 2
Gene AliasNCF-2
Cytomap1q25.3
Gene Typeprotein-coding
GO ID

GO:0002376

UniProtAcc

A0A0S2Z457


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Malignant transformation analysis

check button Identification of the aberrant gene expression in precancerous and cancerous lesions by comparing the gene expression of stem-like cells in diseased tissues with normal stem cells
check button Malignant transformation involving gene list.
Entrez IDSymbolReplicatesSpeciesOrganTissueAdj P-valueLog2FCMalignancy
4688NCF2LZE5THumanEsophagusESCC3.54e-053.24e-010.0514
4688NCF2LZE22THumanEsophagusESCC3.65e-022.40e-010.068
4688NCF2LZE24THumanEsophagusESCC5.55e-042.74e-010.0596
4688NCF2P8T-EHumanEsophagusESCC4.88e-123.61e-010.0889
4688NCF2P10T-EHumanEsophagusESCC1.88e-041.33e-010.116
4688NCF2P11T-EHumanEsophagusESCC2.19e-042.40e-010.1426
4688NCF2P19T-EHumanEsophagusESCC4.28e-057.10e-010.1662
4688NCF2P28T-EHumanEsophagusESCC6.96e-163.26e-010.1149
4688NCF2P37T-EHumanEsophagusESCC1.72e-031.33e-010.1371
4688NCF2P61T-EHumanEsophagusESCC1.82e-083.70e-010.099
4688NCF2P75T-EHumanEsophagusESCC2.82e-134.27e-010.1125
4688NCF2P107T-EHumanEsophagusESCC3.97e-411.35e+000.171
4688NCF2P130T-EHumanEsophagusESCC5.14e-611.51e+000.1676
4688NCF2S027HumanLiverHCC1.09e-129.22e-010.2446
4688NCF2S028HumanLiverHCC5.38e-247.72e-010.2503
4688NCF2S029HumanLiverHCC4.99e-261.21e+000.2581
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check button Transcriptomic changes along malignancy continuum.
TissueExpression DynamicsAbbreviation
EsophagusThe image shows the transcriptomic changes along malignancy continuum.log2FC in expression of this searched gene in stem-like cells from each diseased tissue sample relative to stem-like cells in normal samples in each tissue plotted against the malignancy continuum. Samples are colored based on if they are from different disease stage.ESCC: Esophageal squamous cell carcinoma
HGIN: High-grade intraepithelial neoplasias
LGIN: Low-grade intraepithelial neoplasias
LiverThe image shows the transcriptomic changes along malignancy continuum.log2FC in expression of this searched gene in stem-like cells from each diseased tissue sample relative to stem-like cells in normal samples in each tissue plotted against the malignancy continuum. Samples are colored based on if they are from different disease stage.HCC: Hepatocellular carcinoma
NAFLD: Non-alcoholic fatty liver disease
∗log2FC in expression of this searched gene in stem-like cells from each diseased tissue sample relative to stem-like cells in normal samples in each tissue plotted against the malignancy continuum. Samples are colored based on if they are from different disease stage.

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Malignant transformation related pathway analysis

check buttonFind out the enriched GO biological processes and KEGG pathways involved in transition from healthy to precancer to cancer
check button Figure of enriched GO biological processes.
TissueDisease StageEnriched GO biological Processes
ColorectumADGO analysis - Figure of enriched GO biological processes: Top 15 enriched GO BP terms are showed in the bar plot of each disease state in each tissue. Each row represents a significant GO biological process which is colored according to the -log10(p.adjust).
ColorectumSERGO analysis - Figure of enriched GO biological processes: Top 15 enriched GO BP terms are showed in the bar plot of each disease state in each tissue. Each row represents a significant GO biological process which is colored according to the -log10(p.adjust).
ColorectumMSSGO analysis - Figure of enriched GO biological processes: Top 15 enriched GO BP terms are showed in the bar plot of each disease state in each tissue. Each row represents a significant GO biological process which is colored according to the -log10(p.adjust).
ColorectumMSI-HGO analysis - Figure of enriched GO biological processes: Top 15 enriched GO BP terms are showed in the bar plot of each disease state in each tissue. Each row represents a significant GO biological process which is colored according to the -log10(p.adjust).
ColorectumFAPGO analysis - Figure of enriched GO biological processes: Top 15 enriched GO BP terms are showed in the bar plot of each disease state in each tissue. Each row represents a significant GO biological process which is colored according to the -log10(p.adjust).
∗Top 15 enriched GO BP terms are showed in the bar plot of each disease state in each tissue. Each row represents a significant GO biological process which is colored according to the -log10(p.adjust).
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check button Enriched GO biological processes.
GO IDTissueDisease StageDescriptionGene RatioBg Ratiopvaluep.adjustCount
GO:0006091110EsophagusESCCgeneration of precursor metabolites and energy331/8552490/187233.86e-238.45e-21331
GO:0022900110EsophagusESCCelectron transport chain133/8552175/187232.18e-161.67e-14133
GO:007259318EsophagusESCCreactive oxygen species metabolic process137/8552239/187231.82e-041.16e-03137
GO:000609122LiverHCCgeneration of precursor metabolites and energy340/7958490/187234.04e-342.85e-31340
GO:002290022LiverHCCelectron transport chain134/7958175/187233.32e-204.68e-18134
GO:007259312LiverHCCreactive oxygen species metabolic process124/7958239/187232.05e-031.04e-02124
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check button Enriched KEGG pathways.
Pathway IDTissueDisease StageDescriptionGene RatioBg Ratiopvaluep.adjustqvalueCount
hsa05208211EsophagusESCCChemical carcinogenesis - reactive oxygen species168/4205223/84651.83e-156.81e-143.49e-14168
hsa05020210EsophagusESCCPrion disease193/4205273/84656.42e-131.34e-116.89e-12193
hsa05418211EsophagusESCCFluid shear stress and atherosclerosis109/4205139/84652.00e-123.72e-111.90e-11109
hsa05415211EsophagusESCCDiabetic cardiomyopathy146/4205203/84655.81e-117.78e-103.99e-10146
hsa05417211EsophagusESCCLipid and atherosclerosis143/4205215/84653.30e-072.45e-061.26e-06143
hsa0414530EsophagusESCCPhagosome100/4205152/84653.81e-051.72e-048.82e-05100
hsa05208310EsophagusESCCChemical carcinogenesis - reactive oxygen species168/4205223/84651.83e-156.81e-143.49e-14168
hsa0502038EsophagusESCCPrion disease193/4205273/84656.42e-131.34e-116.89e-12193
hsa05418310EsophagusESCCFluid shear stress and atherosclerosis109/4205139/84652.00e-123.72e-111.90e-11109
hsa0541538EsophagusESCCDiabetic cardiomyopathy146/4205203/84655.81e-117.78e-103.99e-10146
hsa05417310EsophagusESCCLipid and atherosclerosis143/4205215/84653.30e-072.45e-061.26e-06143
hsa04145114EsophagusESCCPhagosome100/4205152/84653.81e-051.72e-048.82e-05100
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Cell-cell communication analysis

check buttonIdentification of potential cell-cell interactions between two cell types and their ligand-receptor pairs for different disease states
LigandReceptorLRpairPathwayTissueDisease Stage
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Single-cell gene regulatory network inference analysis

check buttonFind out the significant the regulons (TFs) and the target genes of each regulon across cell types for different disease states
TFCell TypeTissueDisease StageTarget GeneRSSRegulon Activity
∗The dot plots of a searched regulon are shown for all cell subpopulations in each disease state of each tissue based on the regulon specific score inferred using pySCENIC and by calculating the average expression.
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Somatic mutation of malignant transformation related genes

check buttonAnnotation of somatic variants for genes involved in malignant transformation
Hugo SymbolVariant ClassVariant ClassificationdbSNP RSHGVScHGVSpHGVSp ShortSWISSPROTBIOTYPESIFTPolyPhenTumor Sample BarcodeTissueHistologySexAgeStageTherapy TypesDrugsOutcome
NCF2SNVMissense_Mutationc.517G>Ap.Glu173Lysp.E173KP19878protein_codingtolerated(0.33)benign(0.011)TCGA-A2-A0SY-01Breastbreast invasive carcinomaFemale<65III/IVHormone TherapyarimidexSD
NCF2SNVMissense_Mutationrs755689355c.1018N>Ap.Glu340Lysp.E340KP19878protein_codingtolerated(0.22)benign(0)TCGA-A8-A07R-01Breastbreast invasive carcinomaFemale>=65III/IVAncillaryzoledronicSD
NCF2SNVMissense_Mutationc.823G>Cp.Asp275Hisp.D275HP19878protein_codingdeleterious(0)probably_damaging(1)TCGA-AC-A23H-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownPD
NCF2SNVMissense_Mutationc.223N>Gp.Phe75Valp.F75VP19878protein_codingdeleterious(0)probably_damaging(0.999)TCGA-AN-A0AL-01Breastbreast invasive carcinomaFemale<65III/IVUnknownUnknownSD
NCF2SNVMissense_Mutationnovelc.916C>Ap.Gln306Lysp.Q306KP19878protein_codingtolerated(0.32)benign(0.003)TCGA-EW-A3U0-01Breastbreast invasive carcinomaFemale<65III/IVChemotherapycisplatinCR
NCF2insertionIn_Frame_Insnovelc.194_195insTTCTCTp.Asn65_Arg66insSerLeup.N65_R66insSLP19878protein_codingTCGA-A8-A06P-01Breastbreast invasive carcinomaFemale<65III/IVUnspecificSD
NCF2SNVMissense_Mutationc.790G>Ap.Gly264Argp.G264RP19878protein_codingdeleterious(0)possibly_damaging(0.838)TCGA-FU-A5XV-01Cervixcervical & endocervical cancerFemale<65III/IVUnknownUnknownSD
NCF2SNVMissense_Mutationc.556N>Tp.Asn186Tyrp.N186YP19878protein_codingdeleterious(0)possibly_damaging(0.856)TCGA-JW-A5VG-01Cervixcervical & endocervical cancerFemale<65I/IIChemotherapycisplatinSD
NCF2SNVMissense_Mutationrs778521448c.946G>Ap.Asp316Asnp.D316NP19878protein_codingtolerated(0.24)benign(0.059)TCGA-A6-2686-01Colorectumcolon adenocarcinomaFemale>=65I/IIUnknownUnknownSD
NCF2SNVMissense_Mutationnovelc.844N>Cp.Phe282Leup.F282LP19878protein_codingdeleterious(0)probably_damaging(1)TCGA-CA-6717-01Colorectumcolon adenocarcinomaMale<65I/IIChemotherapyoxaliplatinCR
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Related drugs of malignant transformation related genes

check buttonIdentification of chemicals and drugs interact with genes involved in malignant transfromation
(DGIdb 4.0)
Entrez IDSymbolCategoryInteraction TypesDrug Claim NameDrug NamePMIDs
4688NCF2NAPMA9794433
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